李群覆盖学习算法研究进展

Research Progress of Lie Group Covering Learning Algorithm

覆盖算法因较高的效率与准确率得到了广泛应用,李群覆盖学习算法是覆盖算法在李群机器学习下的新领域。本文对覆盖和覆盖算法进行了简要概述,介绍了多连通李群覆盖学习算法,阐述了求解最优道路时该算法存在的问题以及对应的优化算法,最后对李群覆盖学习算法的局限性进行分析并提出了改进思路,对其未来发展方向进行了展望。

Covering algorithm is widely used because of its high efficiency and accuracy.Lie group covering learning algorithm is a new field of covering algorithm in Lie group machine learning.The paper gives a brief overview of covering and covering algorithm,introduces the multiply connected lie group covering learning algorithm,and expounds the existing problems of the algorithm when solving for the optimal path and the corresponding optimization algorithm.Finally,the limitation of lie group covering learning algorithm is analyzed,the improvement idea is proposed,and the future development direction is prospected.